Rudy Mizrahi Celekli rudycelekli

Charlotte-based Forward Deployed AI Researcher · Agentic AI Engineer

_{Building verifiable, long-horizon agent systems · Research, implementation, and open source}

Gradia · Snorkel AI · AxiomConsulting.ai · Agentics Foundation

I build AI systems that can prove what happened.

On a mission to make open source reliable enough to trust. One repository at a time.

I am Rudy Mizrahi Celekli, also known professionally as Rudy Celekli. I research and build long-horizon agent systems, evaluation environments, and evidence-bound execution, with a focus on evaluator robustness, deterministic replay, and causal fault isolation.

The work has two connected fronts: building AI systems whose behavior can be inspected, and strengthening the open-source foundations those systems rely on.

Open source is shared infrastructure. A silent data error, a misleading evaluation, or an agent that fails without a useful trace can become someone else's production problem.

I work on those failure points: reproduce the problem, fix the cause, add a regression test, and get the change accepted upstream. Reliability and correctness are foundations of trust and safety.

An accepted fix improves a shared dependency. A regression test helps maintainers keep that failure from returning. My goal is fewer inherited failures and software people can depend on.

Research, owned products, upstream contributions, and measured results remain explicitly separate.

Canonical research profile · Model-readable evidence · ORCID · Gradia research role

Engineering case studies

Read the source-linked case studies →

Reject incomplete test evidence: require a current-run Vitest report and a matching process verdict. Case study · Merged Agentic QE #712.
Preserve exact Git source lines: keep Unicode separators inside physical diff lines. Case study · Merged PR-Agent #4668.
Validate AI review scores: ignore out-of-range chunk scores while preserving valid zero. Case study · Merged PR-Agent #4669.

Each case separates the code change, original validation and limits. Upstream merge is acceptance evidence, not proof of customer deployment.

Start with the evidence you need

If you are…	Start here
Researching agent reliability	Evaluation environments, replay, and research record
Maintaining open source	Live upstream contribution explorer
Deploying AI in an enterprise	Gradia and AxiomConsulting.ai
Building the Charlotte AI community	AI Tinkerers Charlotte

rcode

The coding agent you can hand to anyone. Terminal, command center, or the Claude and Codex plan you already pay for. Every turn ends with a receipt.

github.com/rudycelekli/rcode · MIT · macOS and Linux

curl -fsSL https://raw.githubusercontent.com/rudycelekli/rcode/main/install.sh | sh

Repositories where I’m a top contributor

Currently ranked in the Top 5 across 55 repositories.

GitHub rank #1: iFixAi · 45k ★ · harness2 · 23k ★

GitHub rank #2: agency-agents · 168k ★ · MoneyPrinterTurbo · 142k ★ · claude-mem · 116k ★ · Ruflo · 81k ★ · marketingskills · 60k ★ · anatomy · 26k ★ · Horizon · 13k ★ · openrig · 8.8k ★ · Peekaboo · 5.5k ★ · CCBaga · 3.5k ★ · open-ontologies · 2.9k ★ · edgequake · 2.3k ★ · graphicle · 553 ★ · Agentic-QE · 525 ★ · cortexdb · 478 ★ · imajev · 427 ★ · agent-chrome-relay · 193 ★

GitHub rank #3: OpenMontage · 79k ★ · ai-job-search · 71k ★ · diagram-design · 66k ★ · hallmark · 52k ★ · CowAgent · 48k ★ · oh-my-claudecode · 41k ★ · ai-memory · 16k ★ · e2e · 14k ★ · autoharness · 11k ★ · cost-xray · 5.8k ★ · harnessrouter · 4.3k ★ · agent-memory · 4.3k ★ · helix-foundry · 2.1k ★ · talorys · 1.5k ★ · swe-sweep · 226 ★ · OpenGTM · 105 ★

GitHub rank #4: VoiceStudio · 107k ★ · colibri · 50k ★ · Vibe-Trading · 38k ★ · suparagent · 7.0k ★ · VLMEvalKit · 4.5k ★ · Hands-On-AI-Engineering · 4.1k ★ · floorplan · 3.4k ★ · graphjin · 3.2k ★ · retentioneering-tools · 946 ★ · opentakeoff · 785 ★ · xmlquery · 491 ★ · jsonquery · 276 ★ · leantoken · 156 ★

GitHub rank #5: rea · 449k ★ · agent-skills · 115k ★ · mcp-go · 9.2k ★ · plexo · 5.7k ★ · RuVector · 4.7k ★ · agent-beacon · 3.4k ★ · mcpproxy-go · 413 ★

Explore these 55 repositories and their contribution evidence →

_{All-time rank from GitHub's Contributors API · repository stars are reach, not personal credit · refreshed 2026-11-10 UTC}

Three systems, one research program

System	Problem	Inspectable response	Maturity
Gradia	AI implementation is difficult to reproduce, inspect, and improve across long-running work.	A research and implementation lab connecting Blocks · Factory · Verify · Workers · Intelligence, with AxiomConsulting.ai as its forward-deployed implementation arm.	Research foundation established; broader verified-software-factory products remain in development.
KYA Evidence	Agent identity and capability claims are usually broader than their evidence.	A portable, scope-bound Know Your Agent protocol that binds the exact system, evidence, and relying-party policy.	Experimental public reference implementation and standardization path, not an adopted industry standard.
Proof stack	Agent output can look plausible while its execution record, evaluator, or regression boundary is wrong.	Gradia Guard records proof-bound execution, ProofSeal retains behavioral claims, and TestLore turns testing history into reusable quality intelligence.	Public source with linked code, releases, and explicit claim boundaries.

Current public frontier: TestLore · Gradia Guard · ProofSeal · rcode

_{Frontier selections are re-ranked every 30 minutes from public reach, shipping recency, releases, attributed work, and repository completeness · last ranked 2026-11-10 UTC · private Gradia repository evidence remains private}

Open-source impact, verified

Accepted upstream work, grouped by the problem addressed. Categories come from PR titles; each project links to the merged changes for inspection. Only merged PRs contribute accepted-code totals.

Complete evidence ledger

All 108 verified upstream projects are shown here. Open the sortable evidence explorer →

Project, purpose and evidence	Primary impact	GitHub API rank	Attributed commits	Merged PRs	Accepted lines (+ / −)	Files	Repository reach
claude-mem · GitHub-listed contributor _{Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant…}	Reliability & correctness _{246 of 259 merged PRs}	#2	260	259	+29,226 / −2,470	896	115,671 ★ · 10,040 forks
iFixAi · GitHub-listed contributor _{Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing…}	Reliability & correctness _{178 of 234 merged PRs}	#1	234	234	+27,348 / −1,117	713	44,501 ★ · 1,788 forks
openrig · GitHub-listed contributor _{Build your own network of agents from Claude Code, Codex and Pi: persistent teams with roles, shared context and owned work.}	Reliability & correctness _{204 of 219 merged PRs}	#2	219	219	+16,732 / −1,342	619	8,800 ★ · 744 forks
MoneyPrinterTurbo · GitHub-listed contributor _{Generate HD short videos from a topic or keyword with an automated AI workflow.}	Reliability & correctness _{182 of 209 merged PRs}	#2	209	209	+15,802 / −1,137	489	141,867 ★ · 22,648 forks
CowAgent · GitHub-listed contributor _{Open-source personal AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-mod…}	Reliability & correctness _{190 of 207 merged PRs}	#3	241	207	+17,577 / −1,343	512	47,862 ★ · 10,421 forks
agency-agents · GitHub-listed contributor _{A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is…}	Reliability & correctness _{98 of 177 merged PRs}	#2	190	177	+2,879 / −1,038	212	167,599 ★ · 27,176 forks
Ruflo · GitHub-listed contributor _{Agent orchestration & autonomous workflows.}	Reliability & correctness _{145 of 168 merged PRs}	#2	320	168	+15,527 / −2,076	522	81,406 ★ · 9,583 forks
marketingskills · GitHub-listed contributor _{Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.}	Reliability & correctness _{120 of 167 merged PRs}	#2	210	167	+12,400 / −1,496	881	59,539 ★ · 8,694 forks
Agentic-QE · GitHub-listed contributor _{Agentic quality engineering infrastructure.}	Reliability & correctness _{102 of 163 merged PRs}	#2	257	163	+42,403 / −7,506	999	525 ★ · 105 forks
colibri · GitHub-listed contributor _{A hierarchical inference engine for frontier MoE models: hot experts on the GPU (CUDA, Vulkan), warm ones in RAM, cold ones streamed from NVMe. Writt…}	Reliability & correctness _{126 of 140 merged PRs}	#4	139	140	+9,948 / −526	339	49,638 ★ · 5,844 forks
ai-memory · GitHub-listed contributor _{Solution for long term memory for agent coding CLIs and to facilitate handoff between different agent vendors.}	Reliability & correctness _{131 of 132 merged PRs}	#3	203	132	+9,645 / −610	303	15,554 ★ · 1,140 forks
Vibe-Trading · GitHub-listed contributor _{"Vibe-Trading: Your Personal Trading Agent".}	Reliability & correctness _{111 of 130 merged PRs}	#4	152	130	+8,222 / −698	333	37,995 ★ · 6,168 forks
agent-beacon · GitHub-listed contributor _{The cross-harness, self-improving memory layer for AI agents. Join our community: https://discord.com/invite/zdNChS2fBu.}	Reliability & correctness _{109 of 120 merged PRs}	#5	120	120	+10,750 / −2,758	489	3,416 ★ · 302 forks
rea · GitHub-listed contributor _{Reverse engineer anything with agents, from app behavior down to native binaries.}	Reliability & correctness _{88 of 91 merged PRs}	#5	99	91	+177,951 / −30,879	3,331	448,930 ★ · 110,619 forks
oh-my-claudecode · GitHub-listed contributor _{Teams-first Multi-agent orchestration for Claude Code.}	Reliability & correctness _{77 of 83 merged PRs}	#3	99	83	+130,121 / −102,928	3,031	40,732 ★ · 3,637 forks
Peekaboo · GitHub-listed contributor _{Peekaboo is a macOS CLI & optional MCP server that enables AI agents to capture screenshots of applications, or the entire system, with optional visu…}	Reliability & correctness _{64 of 72 merged PRs}	#2	72	72	+7,122 / −922	297	5,465 ★ · 421 forks
cortexdb · GitHub-listed contributor _{Local-first AI agent memory with a knowledge graph, ontology constraints, and traceable reasoning—all in one SQLite file.}	Reliability & correctness _{54 of 58 merged PRs}	#2	58	58	+3,775 / −253	124	478 ★ · 27 forks
OpenGTM · GitHub-listed contributor _{Open-source, self-hosted alternative to Clay.com for lead sourcing, enrichment waterfalls, AI research, buying signals, and outbound automation.}	Reliability & correctness _{50 of 53 merged PRs}	#3	60	53	+4,852 / −251	138	105 ★ · 35 forks
gods-eye-view · GitHub-listed contributor _{A spy satellite simulator in your browser, except the data is real. Live open source spatial intelligence on a photorealistic 3D globe.}	Reliability & correctness _{44 of 50 merged PRs}	#6	95	50	+5,541 / −449	305	64,060 ★ · 12,621 forks
DeepTutor · GitHub-listed contributor _{DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.}	Reliability & correctness _{48 of 49 merged PRs}	#7	52	49	+2,591 / −168	120	57,871 ★ · 7,050 forks
ai-job-search · GitHub-listed contributor _{The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep…}	Reliability & correctness _{40 of 44 merged PRs}	#3	45	44	+3,889 / −210	150	71,007 ★ · 22,936 forks
e2e · GitHub-listed contributor _{Next generation e2e testing framework for web and mobile apps.}	Reliability & correctness _{23 of 44 merged PRs}	#3	44	44	+3,644 / −462	262	13,585 ★ · 710 forks
mcpproxy-go · GitHub-listed contributor _{Supercharge AI Agents, Safely.}	Reliability & correctness _{32 of 44 merged PRs}	#5	44	44	+2,886 / −240	116	413 ★ · 71 forks
autoharness · GitHub-listed contributor _{Building the self-learning layer next-gen agents will ship with, learning skills from real work.}	Reliability & correctness _{38 of 40 merged PRs}	#3	55	40	+2,528 / −135	118	10,913 ★ · 653 forks
utopia · GitHub-listed contributor _{World's first open-source enterprise world model.}	Maintenance & integration _{30 of 40 merged PRs}	#6	13	40	+1,354 / −96	57	8,699 ★ · 1,186 forks
anatomy · GitHub-listed contributor _{An agent skill for creating detailed, interactive isometric illustrations of real-world machines and complex systems. Generates polished SVGs with op…}	Reliability & correctness _{30 of 37 merged PRs}	#2	41	37	+2,220 / −227	142	26,409 ★ · 2,224 forks
edgequake · GitHub-listed contributor _{EdegQuake 🌋 High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retr…}	Reliability & correctness _{28 of 35 merged PRs}	#2	48	35	+2,402 / −259	77	2,300 ★ · 275 forks
agent-skills · GitHub-listed contributor _{Production-grade engineering skills for AI coding agents.}	Reliability & correctness _{18 of 34 merged PRs}	#5	34	34	+288 / −65	45	114,854 ★ · 12,006 forks
open-ontologies · GitHub-listed contributor _{Plan, apply and roll back changes to a production ontology, with a blast radius report and a proof an auditor can re-check.}	Reliability & correctness _{26 of 33 merged PRs}	#2	55	33	+4,608 / −215	113	2,865 ★ · 323 forks
VLMEvalKit · GitHub-listed contributor _{Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks.}	Reliability & correctness _{22 of 33 merged PRs}	#4	33	33	+2,644 / −122	88	4,480 ★ · 797 forks
cost-xray · GitHub-listed contributor _{See what Claude Code and Codex actually send to the API — and what each part costs.}	Reliability & correctness _{28 of 32 merged PRs}	#3	32	32	+1,037 / −130	75	5,805 ★ · 377 forks
harnessrouter · GitHub-listed contributor _{HarnessRouter Community Edition: the self-hosted, Apache-2.0 edition of the unified interface for agent harnesses. Run Codex, Claude Code, Hermes, PI…}	Maintenance & integration _{25 of 32 merged PRs}	#3	32	32	+1,989 / −106	77	4,318 ★ · 478 forks
helix-foundry · GitHub-listed contributor _{Connect your company's data, let an agent draft an ontology over it, and load it into HelixDB as one graph you can explore and ask questions of. Host…}	Reliability & correctness _{16 of 32 merged PRs}	#3	32	32	+6,690 / −277	122	2,102 ★ · 305 forks
agent-memory · GitHub-listed contributor _{Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. C…}	Reliability & correctness _{14 of 31 merged PRs}	#3	34	31	+35,756 / −5,674	377	4,308 ★ · 206 forks
Hands-On-AI-Engineering · GitHub-listed contributor _{A curated collection of practical AI projects implementing OCR systems, RAG, AI agents, and other AI use cases.}	Reliability & correctness _{28 of 30 merged PRs}	#4	30	30	+3 / −1,014	95	4,096 ★ · 983 forks
graphjin · GitHub-listed contributor _{DeepORG (formerly GraphJin) — one governed AI agent for your whole organization: databases, APIs, files, and code over MCP.}	Reliability & correctness _{27 of 30 merged PRs}	#4	30	30	+2,562 / −166	75	3,235 ★ · 207 forks
openmed · GitHub-listed contributor _{Local-first healthcare AI: clinical NER and HIPAA PII de-identification on hardware you control. 2,200+ medical models, 35 model-backed PII languages…}	Product capability _{14 of 29 merged PRs}	#16	6	29	+14,269 / −0	177	5,798 ★ · 756 forks
diagram-design · GitHub-listed contributor _{Editorial diagram design for Claude Code, Codex, GitHub Copilot, Cursor, Factory Droid, Qoder, and Pi. 45 diagram types. Self-contained HTML + SVG. N…}	Reliability & correctness _{27 of 27 merged PRs}	#3	27	27	+3,393 / −233	85	66,253 ★ · 4,401 forks
talorys · GitHub-listed contributor _{Your personal AI agent in your own Cloudflare account. Chat, memory, tasks, notes and scheduled reminders, deployed with one command: npx create-talo…}	Reliability & correctness _{17 of 27 merged PRs}	#3	27	27	+1,027 / −97	62	1,460 ★ · 147 forks
OpenMontage · GitHub-listed contributor _{World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Tur…}	Reliability & correctness _{16 of 26 merged PRs}	#3	27	26	+13,227 / −909	160	79,336 ★ · 10,609 forks
suparagent · GitHub-listed contributor _{Open-source, self-hosted alternative to Grok Bot, Claude Duet, OpenAI Dots, Meta Muse, Instinct, Manus Cue: AI coworkers (named agents) with instruct…}	Reliability & correctness _{18 of 25 merged PRs}	#4	27	25	+2,505 / −115	57	6,982 ★ · 903 forks
hindsight · GitHub-listed contributor _{Hindsight: Agent Memory That Learns.}	Reliability & correctness _{23 of 24 merged PRs}	#13	24	24	+1,546 / −116	58	60,259 ★ · 7,354 forks
ghidra · GitHub-listed contributor _{Ghidra is a software reverse engineering (SRE) framework.}	Maintenance & integration _{12 of 22 merged PRs}	#23	25	22	+562 / −91	29	99,254 ★ · 11,276 forks
VoiceStudio · GitHub-listed contributor _{VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook…}	Reliability & correctness _{19 of 20 merged PRs}	#4	62	20	+3,785 / −201	131	106,882 ★ · 11,849 forks
headroom · GitHub-listed contributor _{Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same…}	Reliability & correctness _{16 of 20 merged PRs}	#17	20	20	+2,127 / −107	51	79,290 ★ · 6,199 forks
mcp-go · GitHub-listed contributor _{A Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools.}	Reliability & correctness _{20 of 20 merged PRs}	#5	20	20	+1,281 / −332	48	9,232 ★ · 943 forks
jacobian · GitHub-listed contributor _{Composable mathematics tools for agents.}	Reliability & correctness _{16 of 18 merged PRs}	#7	18	18	+3,318 / −131	54	366 ★ · 50 forks
Horizon · GitHub-listed contributor _{📡 Your own AI-powered news radar. Generates daily briefings in English & Chinese. \| 用 AI 构建你专属的新闻雷达.}	Reliability & correctness _{17 of 17 merged PRs}	#2	29	17	+661 / −39	38	13,259 ★ · 1,881 forks
CCBaga · GitHub-listed contributor _{Open-source software.}	Reliability & correctness _{14 of 15 merged PRs}	#2	24	15	+1,913 / −78	59	3,503 ★ · 356 forks
pr-agent · GitHub-listed contributor _{🚀 PR Agent: The Original Open-Source PR Reviewer. This project is not the Qodo free tier.}	Reliability & correctness _{14 of 14 merged PRs}	#33	14	14	+512 / −27	30	15,817 ★ · 2,168 forks
benchmark-radar · GitHub-listed contributor _{Track 42,331+ AI benchmark, eval, dataset, and data-quality records from 40 public sources, with linked evidence and daily updates.}	Maintenance & integration _{5 of 11 merged PRs}	#7	25	11	+2,030 / −69	33	384 ★ · 61 forks
OpenBot · GitHub-listed contributor _{Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded…}	Maintenance & integration _{7 of 11 merged PRs}	#17	11	11	+1,672 / −264	42	10,618 ★ · 1,324 forks
hallmark · GitHub-listed contributor _{Anti-AI-slop design skill for Claude Code, Cursor, and Codex.}	Maintenance & integration _{6 of 10 merged PRs}	#3	10	10	+360 / −31	16	52,234 ★ · 2,779 forks
WeKnora · GitHub-listed contributor _{Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.}	Reliability & correctness _{10 of 10 merged PRs}	#46	10	10	+1,389 / −103	20	37,098 ★ · 5,121 forks
plexo · GitHub-listed contributor _{Speed up downloads by combining multiple network connections in parallel.}	Reliability & correctness _{10 of 10 merged PRs}	#5	10	10	+211 / −31	20	5,659 ★ · 413 forks
retentioneering-tools · GitHub-listed contributor _{Python toolkit, MCP server, and agent skills for reproducible, auditable clickstream and event log analytics. Helps AI agents, data scientists and an…}	Reliability & correctness _{10 of 10 merged PRs}	#4	10	10	+1,196 / −120	51	946 ★ · 144 forks
graphicle · GitHub-listed contributor _{Code graph and memory for your coding agents, in one Rust program. For Claude Code, Codex, Cursor and any MCP client.}	Reliability & correctness _{9 of 9 merged PRs}	#2	9	9	+382 / −31	16	553 ★ · 42 forks
archify · GitHub-listed contributor _{Turn any idea, plan, or codebase into a beautiful interactive diagram. An agent skill for Claude Code, Codex, and more.}	Reliability & correctness _{5 of 8 merged PRs}	#13	8	8	+480 / −125	72	95,300 ★ · 6,500 forks
hyperframes · GitHub-listed contributor _{Write HTML. Render video. Built for agents.}	Reliability & correctness _{6 of 8 merged PRs}	#21	8	8	+466 / −12	15	82,080 ★ · 7,585 forks
harness2 · GitHub-listed contributor _{Open-source software.}	Reliability & correctness _{8 of 8 merged PRs}	#1	8	8	+3,201 / −12	31	23,368 ★ · 2,341 forks
agent-chrome-relay · GitHub-listed contributor _{Let your AI agents use your Chrome, signed in as you, in background tabs. By Alexey Indeev · blog: read.aindeev.com · X: @AlexeyIndeev.}	Reliability & correctness _{7 of 7 merged PRs}	#2	7	7	+715 / −33	25	193 ★ · 13 forks
RuVector · GitHub-listed contributor _{RuVector provides High Performance, Real-Time decisions and agent memory , Self-Learning Ai, Vector GNN DB built in Rust.}	Reliability & correctness _{6 of 6 merged PRs}	#5	26	6	+1,270 / −101	29	4,681 ★ · 629 forks
OpenSandbox · GitHub-listed contributor _{Secure, Fast, and Extensible Sandbox runtime for AI agents.}	Reliability & correctness _{4 of 5 merged PRs}	#66	5	5	+66 / −4	11	17,096 ★ · 1,619 forks
opentakeoff · GitHub-listed contributor _{Open-source (AGPL-3.0) PDF takeoff for construction & flooring — the first engine an AI agent drives natively over MCP, not bolted on. Rooms measured…}	Reliability & correctness _{5 of 5 merged PRs}	#4	5	5	+108 / −23	20	785 ★ · 172 forks
AiSOC · GitHub-listed contributor _{Open-source AI Security Operations Center: alert fusion, LLM-agent triage, MITRE ATT&CK investigation, and a replayable decision ledger for every age…}	Reliability & correctness _{4 of 4 merged PRs}	#8	7	4	+308 / −25	9	7,034 ★ · 721 forks
openclaw · Default-branch commit verified _{The AI that really does things. Any OS. Any Platform. The lobster way. 🦞.}	Reliability & correctness _{4 of 4 merged PRs}	—	4	4	+681 / −17	12	394,291 ★ · 82,860 forks
Ciphey · GitHub-listed contributor _{⚡ Automatically decrypt encryptions without knowing the key or cipher, decode encodings, and crack hashes ⚡.}	Reliability & correctness _{4 of 4 merged PRs}	#25	4	4	+166 / −17	4	21,753 ★ · 1,447 forks
pyWhat · GitHub-listed contributor _{🐸 Identify anything. pyWhat easily lets you identify emails, IP addresses, and more. Feed it a .pcap file or some text and it'll tell you what it is!…}	Reliability & correctness _{4 of 4 merged PRs}	#16	4	4	+222 / −5	9	7,345 ★ · 391 forks
xpath · GitHub-listed contributor _{XPath package for golang, supports HTML, XML, JSON document query and more.}	Reliability & correctness _{2 of 4 merged PRs}	#9	4	4	+253 / −32	11	744 ★ · 119 forks
xmlquery · GitHub-listed contributor _{xmlquery is Golang XPath package for XML query.}	Maintenance & integration _{3 of 4 merged PRs}	#4	4	4	+259 / −5	8	491 ★ · 101 forks
Agent-Reach · GitHub-listed contributor _{Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.}	Reliability & correctness _{3 of 3 merged PRs}	#8	3	3	+140 / −19	6	110,825 ★ · 9,920 forks
trueforge · GitHub-listed contributor _{The open-source agent harness - the runtime layer that turns an LLM into a working agent.}	Developer experience _{2 of 3 merged PRs}	#24	3	3	+36 / −17	6	6,467 ★ · 554 forks
floorplan · GitHub-listed contributor _{See how your app actually fits together. An interactive, plain-English map of your codebase, drawn by Claude or Codex.}	Maintenance & integration _{2 of 3 merged PRs}	#4	3	3	+141 / −8	16	3,410 ★ · 273 forks
ms-365-mcp-server · GitHub-listed contributor _{A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Microsoft Office services through the Graph API.}	Reliability & correctness _{2 of 3 merged PRs}	#15	3	3	+336 / −52	12	1,124 ★ · 413 forks
leantoken · GitHub-listed contributor _{Code intelligence for agents: find the code that matters and keep your context window and tokens lean.}	Reliability & correctness _{3 of 3 merged PRs}	#4	3	3	+430 / −22	8	156 ★ · 30 forks
nanobot · GitHub-listed contributor _{Your lightweight open-source personal agent.}	Reliability & correctness _{2 of 2 merged PRs}	#114	3	2	+163 / −52	7	49,990 ★ · 8,725 forks
browser · GitHub-listed contributor _{Lightpanda: the headless browser designed for AI and automation.}	Maintenance & integration _{2 of 2 merged PRs}	#55	2	2	+102 / −6	3	41,769 ★ · 2,083 forks
RustScan · GitHub-listed contributor _{🤖 The Modern Port Scanner 🤖.}	Reliability & correctness _{2 of 2 merged PRs}	#27	2	2	+68 / −2	2	20,692 ★ · 1,404 forks
OpenMausBot · GitHub-listed contributor _{Open-source Grok Bot alternative with a virtual machine that bots can use.}	Reliability & correctness _{2 of 2 merged PRs}	#104	2	2	+17 / −1	4	20,434 ★ · 2,830 forks
lz4 · GitHub-listed contributor _{Extremely Fast Compression algorithm.}	Product capability _{1 of 2 merged PRs}	#67	2	2	+39 / −3	4	12,747 ★ · 1,652 forks
jsonquery · GitHub-listed contributor _{JSON xpath query for Go. Golang XPath query for JSON query.}	Reliability & correctness _{2 of 2 merged PRs}	#4	2	2	+83 / −2	4	276 ★ · 37 forks
AstrBot · GitHub-listed contributor _{AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨.}	Reliability & correctness _{1 of 1 merged PRs}	#377	1	1	+1 / −1	1	46,603 ★ · 3,476 forks
agno · GitHub-listed contributor _{The self-driving agent platform.}	Reliability & correctness _{1 of 1 merged PRs}	#260	1	1	+332 / −6	2	43,133 ★ · 6,271 forks
xerj · GitHub-listed contributor _{AI search engine and MCP server for bots and agents. One Rust binary indexes code, docs, logs, JSONL/CSV and PDFs for BM25 full-text, vector and hybr…}	Product capability _{1 of 1 merged PRs}	#89	1	1	+2 / −1	1	18,739 ★ · 1,377 forks
litestream · GitHub-listed contributor _{Streaming replication for SQLite.}	Reliability & correctness _{1 of 1 merged PRs}	#37	1	1	+83 / −2	2	14,598 ★ · 456 forks
worktrunk · GitHub-listed contributor _{Worktrunk is a CLI for Git worktree management, designed for parallel AI agent workflows.}	Reliability & correctness _{1 of 1 merged PRs}	#30	1	1	+39 / −2	2	12,358 ★ · 483 forks
agentsview · GitHub-listed contributor _{Local-first session search, analytics, insights, and token use statistics for coding agents, supporting Claude Code, Codex, and more than 50 other ag…}	Reliability & correctness _{1 of 1 merged PRs}	#78	1	1	+294 / −24	5	6,419 ★ · 681 forks
AReaL · GitHub-listed contributor _{The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.}	Reliability & correctness _{1 of 1 merged PRs}	#112	1	1	+47 / −10	3	5,905 ★ · 651 forks
cookieconsent · GitHub-listed contributor _{🍪 Simple cross-browser cookie-consent plugin written in vanilla js.}	Reliability & correctness _{1 of 1 merged PRs}	#24	1	1	+76 / −2	2	5,751 ★ · 506 forks
tokenspeed · GitHub-listed contributor _{TokenSpeed is a speed-of-light LLM inference engine.}	Reliability & correctness _{1 of 1 merged PRs}	#89	1	1	+102 / −3	2	2,910 ★ · 407 forks
yutto · GitHub-listed contributor _{🧊 一个可爱且任性的 B 站视频下载器.}	Reliability & correctness _{1 of 1 merged PRs}	#23	1	1	+5 / −5	1	2,155 ★ · 182 forks
cacheable · GitHub-listed contributor _{a robust, scalable, and maintained set of caching packages.}	Reliability & correctness _{1 of 1 merged PRs}	#35	1	1	+19 / −2	2	2,012 ★ · 205 forks
chunkhound · GitHub-listed contributor _{Your entire engineering context, deeply understood.}	Reliability & correctness _{1 of 1 merged PRs}	#33	1	1	+45 / −1	2	1,460 ★ · 160 forks
terminal-bench-science · GitHub-listed contributor _{Terminal-Bench-Science: Evaluating AI agents on research workflows across scientific domains.}	Performance & scale _{1 of 1 merged PRs}	#45	1	1	+1 / −1	1	867 ★ · 535 forks
htmlquery · GitHub-listed contributor _{htmlquery is golang XPath package for HTML query.}	Maintenance & integration _{1 of 1 merged PRs}	#13	1	1	+27 / −0	2	783 ★ · 84 forks
imajev · GitHub-listed contributor _{Open Jev-style typed-decision model that also takes images: photo + app state + typed questions in, calibrated probabilities out, locally.}	Maintenance & integration _{1 of 1 merged PRs}	#2	1	1	+164 / −2	4	427 ★ · 52 forks
swe-sweep · GitHub-listed contributor _{How many bugs can LMs find & fix in large codebases?}	Reliability & correctness _{1 of 1 merged PRs}	#3	1	1	+58 / −3	2	226 ★ · 28 forks
benchmark-radar-paper · GitHub-listed contributor _{Benchmark Radar technical paper: LaTeX manuscript, figures, and Overleaf collaboration.}	Security & trust _{1 of 1 merged PRs}	#9	1	1	+7 / −4	3	4 ★ · 11 forks
graphify · GitHub-listed contributor _{Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex,…}	Repository contribution _{GitHub commit attribution}	#22	13	0	—	—	145,407 ★ · 13,918 forks
text-to-cad · GitHub graph verified _{Design physical products with AI.}	Repository contribution _{GitHub commit attribution}	—	5	0	—	—	25,966 ★ · 2,470 forks
hermes-agent · Default-branch commit verified _{The agent that grows with you.}	Default-branch engineering _{GitHub commit attribution}	—	4	0	—	—	262,290 ★ · 58,523 forks
plugins · GitHub graph verified _{Cursor plugin specification and official plugins.}	Repository contribution _{GitHub commit attribution}	—	3	0	—	—	15,940 ★ · 1,670 forks
goplaces · GitHub graph verified _{Modern Google Places CLI in Go.}	Repository contribution _{GitHub commit attribution}	—	3	0	—	—	264 ★ · 37 forks
mcporter · GitHub graph verified _{Call MCPs via TypeScript, masquerading as simple TypeScript API. Or package them as cli.}	Repository contribution _{GitHub commit attribution}	—	2	0	—	—	5,108 ★ · 363 forks
concordia · GitHub-listed contributor _{A library for generative social simulation.}	Repository contribution _{GitHub commit attribution}	#36	2	0	—	—	1,875 ★ · 402 forks
poltergeist · GitHub graph verified _{The ghost that keeps your builds fresh - Universal hot reload, file watcher and build automation for any language.}	Repository contribution _{GitHub commit attribution}	—	2	0	—	—	448 ★ · 39 forks
paperclip · GitHub graph verified _{The open-source app everyone uses to manage agents at work.}	Repository contribution _{GitHub commit attribution}	—	1	0	—	—	112,813 ★ · 18,720 forks
wcmatch · GitHub-listed contributor _{Wilcard File Name matching library.}	Repository contribution _{GitHub commit attribution}	#16	1	0	—	—	169 ★ · 34 forks

_{Showing all 108 verified upstream projects · 30 qualifying owned public repositories tracked separately · sortable explorer · machine-readable evidence}

_{Impact categories are deterministic dominant-intent signals from merged PR titles, not a substitute for code review. GitHub contributor rank is the API's one-based all-time ordering; unavailable rank is not treated as zero.} _{Last verified 2026-11-10 UTC · visual + evidence refreshed every 30 minutes by GitHub Actions · machine-readable evidence}

_{Evidence snapshot: 2026-11-10 UTC. Refresh delayed; showing the previous validated snapshot. Private-work coverage through 2026-11-03. Refresh status · Refresh runs}

Agentic Power over time

Agentic Power compares modeled task-equivalent work with human direction. This rolling view covers the last 12 calendar months, using authored work in my own repositories and accepted public upstream contributions.

Direction assumption: 2 hours a day, approximately 14 hours a week. A full 30-day month uses 60 hours; a 31-day month uses 62. The current month uses elapsed UTC dates only. The line is monthly AP, not cumulative AP.

Accepted PR work follows its attributed authored months, with explicitly counted creation-month fallbacks below. Later merges can backfill those work months. Owned default-branch commits follow their UTC authored dates; duplicate implementation commits are excluded across both lanes.

Monthly inputs, coverage, and calculation method

Work month	Accepted PRs with work	Own commits, public / private	Modeled HEH	Direction h	AP
2025-12	0	0 / 107	169.50	62	2.73×
2026-01	0	0 / 53	48.50	62	0.78×
2026-02	0	0 / 191	102.50	56	1.83×
2026-03	0	24 / 321	185.50	62	2.99×
2026-04	0	0 / 731	506.00	60	8.43×
2026-05	0	3 / 392	507.50	62	8.19×
2026-06	0	161 / 925	893.25	60	14.89×
2026-07	0	0 / 839	788.75	62	12.72×
2026-08	0	62 / 1,227	1,875.75	62	30.25×
2026-09	376	141 / 1,574	5,522.69	60	92.04×
2026-10	3,275	433 / 1,316	34,902.34	62	562.94×
2026-11 (partial month) (partial evidence)	222	86 / 419	2,222.15	20	111.11×

Public owned-repository evidence through 2026-11-10; private owned-repository evidence through 2026-11-03. A missing or stale private refresh is marked per month, not filled with zeros or interpolated from an old monthly aggregate.

Public PR timing fallback: 17 PRs use their creation month because no attributed non-merge commit timeline is available. Other PRs are allocated in proportion to attributed commit counts in each UTC month; each PR's estimated hours are computed once and conserved across those allocations.

HEH is estimated task-equivalent effort: PR-title categories and change statistics for accepted upstream work, and conventional-title classes for owned default-branch commits. Authorship dates are attribution evidence, not a timesheet. Owned default-branch presence is an acceptance proxy, not independent maintainer review. These models do not establish measured labor, time saved, or downstream impact.

Reuse excluded: 555 repeated public-PR commit entries and 0 owned commits already covered by PR work. The first accepted PR receives implementation credit; later PR estimates count only the proportion of newly credited implementation commits, with no additional integration-effort estimate.

The 12-month AP is total modeled HEH divided by total assumed direction hours, not an average of the monthly multipliers. When coverage is incomplete, the aggregate is labeled recorded-work only, not an account-wide total. The model rolls forward automatically; new activity does not rescale other months. Historical evidence corrections and later acceptance can revise the affected work months.

Private repository names, raw commit SHAs, exact dates, URLs, code, and commit text stay private. One-way commit digests support deduplication against public PRs. The scope is personally owned non-fork repositories plus public upstream contributions; employer/client organization repositories, forks, the profile repository, and explicit authorship exceptions are excluded.

Framework and attribution · Method · Monthly calculations · Redacted owned-work receipts · Public PR commit timelines · Evidence explorer

Operating principles

Direct       goals, constraints, acceptance criteria, escalation
Orchestrate  models, agents, tools, memory, and bounded loops
Verify       receipts, replay, tests, independent challenge
Improve      measured failure becomes a better next run

Can we trust the record? Proof-bound execution evidence.
Can we trust the score? Adversarial evaluator stress testing.
Can we reproduce the result? Deterministic replay and committed artifacts.
Can an agent remember? Regression memory before another change reaches history.

The standard is not that an AI system sounds convincing. It is that the system can show its work without asking you to trust the system.

Building the human layer

I lead AI Tinkerers Charlotte, a demo-first room for people shipping real AI systems, and serve as Regional Ambassador for the Agentics Foundation, connecting builders working on practical agentic AI.

Building AI that can survive contact with reality.

Connect on LinkedIn → Explore Gradia → Inspect the evidence → Research record →

_{Based in Charlotte · working in public · claims stay attached to evidence}

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