Live index of LLM evaluation tools and benchmarks, refreshed every 15 minutes from GitHub
⭐ Star this repo to bookmark — fresh data every 15 minutes
Automatically discovers and indexes new LLM evaluation frameworks, benchmarks, and harnesses as they appear on GitHub. Generates a structured, searchable catalog with metadata like stars, activity, and category tags. Designed for ML engineers who need to stay current without manually scanning repositories.
This list is auto-updated every 15 minutes by a GitHub Actions cron. Each commit reflects a real change in the upstream data source — new items added, expired items removed — so you can rely on what you see being current.
⏰ Last updated: 2026-07-16 22:15 UTC
Data source:
GitHub Search APIThe table below is rewritten on every cron tick. Star the repo to bookmark.
| # | Name | ⭐ | Lang | Updated | Description |
|---|---|---|---|---|---|
| 1 | RudrenduPaul/memtrust | 0 | Python | 2026-07-16 | Independent, reproducible CLI benchmark harness for agent-memory backends (MemPalace, Mem0, Zep/Graphiti, OpenViking) -- |
| 2 | Arize-ai/phoenix | 10589 | Python | 2026-07-16 | AI Observability & Evaluation |
| 3 | saddled-panicattack529/idea-evaluation-pipeline | 0 | — | 2026-07-16 | Streamline research idea evaluation for finance and economics to reach top journal quality using an iterative, AI-assist |
| 4 | Kondwani10/Origin-Continuum | 0 | — | 2026-07-16 | 🌐 Define and explore the Origin ↔ Continuum framework, ensuring proper attribution and continuity in dependency relation |
| 5 | Sans-cell-art/-Project-Phoenix-The-E-Waste-Supercomputer- | 0 | — | 2026-07-16 | ♻️ Transform e-waste into a powerful, low-cost cloud operating system, unlocking computing potential and promoting resou |
| 6 | bhavya7995/AI_governance | 1 | PowerShell | 2026-07-16 | 🤖 Streamline AI-assisted development with a governance kit for rules, enforcement, and decision-making, ensuring speed a |
| 7 | promptfoo/promptfoo | 23336 | TypeScript | 2026-07-16 | Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, C |
| 8 | lftherios/session-link | 0 | JavaScript | 2026-07-16 | A local-first CLI that turns any LLM session into a permanent URL you can inspect, share, and revisit. |
| 9 | verifywise-ai/verifywise | 320 | TypeScript | 2026-07-16 | Complete AI governance and LLM Evals platform with support for EU AI Act, ISO 42001, NIST AI RMF and 20+ more AI framewo |
| 10 | valbaudo/awf | 1 | Go | 2026-07-16 | Run agents you don't babysit, and trust the result. awf runs agentic workflows with independent gates that check every s |
| 11 | Giskard-AI/giskard-oss | 5587 | Python | 2026-07-16 | 🐢 Open-Source Evaluation & Testing library for LLM Agents |
| 12 | cklxx/ckl-bench | 1 | HTML | 2026-07-16 | ckl's personal benchmark for doc writing, infra code, and paper reading — one-click evaluation of the latest models via |
| 13 | homemade-software-inc/completion-kit | 1 | Ruby | 2026-07-16 | Your prompts need tests too. Run prompts against real datasets, score outputs with LLM judges, version everything, and c |
| 14 | alvabillwu/judgekit | 0 | Python | 2026-07-15 | ⚖️ Reusable LLM-as-judge harness — rubrics, pluggable judges (mock/proxy/LLM), and calibration against ground truth. Lib |
| 15 | sahuno/confounded | 0 | R | 2026-07-15 | A gym for scientific judgment. AI agents render fatally flawed analyses at publication quality — we measured whether any |
| 16 | vitorwilher/copom-rag-service | 0 | Python | 2026-07-15 | Serviço de RAG sobre atas do Copom + boletim Focus, servido como API (FastAPI+Docker), com eval harness (golden set, LLM |
| 17 | vijayarjun7/flipcheck | 0 | TypeScript | 2026-07-14 | LLM self-consistency and sycophancy diagnostic — catches contradictions and false-premise acceptance hiding behind confi |
| 18 | ChelseaKR/sprout | 1 | Python | 2026-07-16 | Offline-first RAG plant-care assistant that answers only from a versioned, cited corpus: enforced inline citations, neve |
| 19 | jeremylongshore/j-rig-skill-binary-eval | 0 | TypeScript | 2026-07-16 | Binary-criteria evaluation harness for Claude skills with planned extension to plugins, agents, and MCP servers. Score e |
| 20 | pdxlab/trustmodel-mcp-server | 0 | TypeScript | 2026-07-16 | TrustModel MCP Server — trust evaluation, red-team, and governance for AI agents via the Model Context Protocol. npm: @t |
| 21 | ChelseaKR/fare-policy-assistant | 1 | HTML | 2026-07-13 | Beta reduced-fare reference assistant for five California transit agencies, designed for EN/ES answers from dated, cited |
| 22 | harnexa/nexa-gauge | 40 | Python | 2026-07-13 | An graph-eval framework for LLM's |
| 23 | multivon-ai/multivon-eval | 8 | Python | 2026-07-13 | Practical LLM evaluation for teams that ship to production. Deterministic + LLM-as-judge evaluators, dataset support, CI |
| 24 | monospaceai/evaldata | 2 | Python | 2026-07-13 | Evaluate AI-generated SQL with pytest. |
| 25 | attogram/ollama-multirun | 16 | Shell | 2026-07-12 | Run a prompt against all, or some, of your models running on Ollama. Creates web pages with the output, performance stat |
| 26 | truera/trulens | 3443 | Python | 2026-07-11 | Evaluation and Tracking for LLM Experiments and AI Agents |
| 27 | nishant20/testgen-eval | 0 | TypeScript | 2026-07-10 | An agent-eval harness that gates and judges testgen's generated test suites via MCP — deterministic checks plus an LLM-j |
| 28 | sammyjdev/gnomon-eval | 0 | Python | 2026-07-10 | Honest RAG evaluation harness: judge metrics with confidence intervals, cost and latency first-class, offline-first. |
| 29 | ahwurm/localshift | 3 | Python | 2026-07-09 | Migrate headless Claude/AI workloads to local LLMs with a derived, per-workload quality eval — cron job in, zero-margina |
| 30 | coffee-converter/onthemoney | 0 | Python | 2026-07-14 | An AI agent that answers questions about U.S. campaign money against real FEC data. Source-cited, graded on a public eva |
| 31 | MihirBindu/dynamo-log-report-fix | 0 | Python | 2026-07-09 | A broken Terminal-Bench 2 (Harbor) task, repaired: reproducible env, solution-leak removed, gameable verifier replaced w |
| 32 | christianmacion26/judge-harness | 0 | Python | 2026-07-08 | LLM-as-judge validated vs humans (Cohen's κ), with position-bias exposed. |
| 33 | tkarim45/multi-agent-eval | 0 | Python | 2026-07-08 | Does multi-agent beat single-agent? Benchmarks a planner→workers→critic system vs single-agent on quality/cost/latency — |
| 34 | plwslpld-arch/loopward | 1 | TypeScript | 2026-07-07 | Stress-test the tool-routing decision inside an agent loop: audit confusable tools, red-team routing robustness, compare |
| 35 | ContextJet-ai/skillvitals | 1 | Python | 2026-07-06 | Vital signs for your agent skills: measure whether a skill triggers when it should and whether it actually helps, on a c |
| 36 | IonDen/mlx-quant-fidelity | 1 | Python | 2026-07-04 | Measure MLX quantization quality loss — KL divergence, perplexity, top-token agreement for KV cache and weights |
| 37 | Sushant-Dagar/agent-eval-harness | 0 | Python | 2026-07-04 | CI-integrated eval harness for LLM agents — intent accuracy, retrieval precision/recall/MRR, and hallucination detection |
| 38 | lokesh75-kank/agenteval | 0 | TypeScript | 2026-07-03 | Reliability and audit-evidence testing for LLM agents - wrap any agent, assert behavior, measure determinism, check grou |
| 39 | Ruthwik-Data/finrag-eval | 0 | Python | 2026-07-02 | Local RAG eval on real SEC 10-Ks that catches confident financial hallucinations — and surfaced a metric bug now merged |
| 40 | hydrangeas20/safetylens | 0 | Jupyter Notebook | 2026-07-01 | Empirical study of evaluation robustness in large language models. Compares benchmark style evaluation prompts with real |
| 41 | kilocommits/campaign-eval-harness | 0 | Python | 2026-06-30 | An LLM-as-judge harness that scores AI-generated campaign phone scripts against a weighted quality rubric with a real Ha |
| 42 | Merchantlee99/myrealtrip-cancel-recovery-eval | 0 | Python | 2026-06-30 | Codex eval plugin for auditing cancel-recovery replacement-product exposure policies. |
| 43 | reaatech/agent-eval-harness | 0 | TypeScript | 2026-07-13 | End-to-end agent evaluation — trajectory eval, tool-use correctness, cost-per-task, latency budgets, regression suites w |
| 44 | TheAnacondA57/BidAgent | 1 | Python | 2026-06-29 | RAG agentique sur des documents de concession télécom publique (DSP/RIP), pensé eval-first et contrôlé en CI. |
| 45 | chquandogong/mission-spec | 0 | TypeScript | 2026-06-29 | Mission Spec — AI 에이전트 워크플로를 위한 task contract layer |
| 46 | G59-Toneli/dataset-eval-skill | 1 | JavaScript | 2026-06-25 | A Claude skill for building golden sets to test AI systems — matching, RAG, LLM-as-judge — without false greens. |
| 47 | NoesisVision/nasde-toolkit | 10 | Python | 2026-07-16 | CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using your Claude / Codex / Gemini ind |
| 48 | thewonderofyou777z-dot/tjoe-reviewkit | 0 | Python | 2026-06-25 | TjoeReviewKit：tjoe 的本地离线工作流复盘检查工具；不运行任务、不联网、不接管工具调用、不采集生产日志 |
| 49 | RaphaelFakhri/reagent | 0 | Python | 2026-06-24 | Tool-using ReAct + RAG agent (enterprise assistant) with a built-in evaluation harness scoring accuracy, tool selection, |
| 50 | tkarim45/agent-eval-harness | 0 | Python | 2026-06-24 | Agent eval harness — measure task success, tool-call accuracy, step efficiency, and cost for tool-using LLM agents (Clau |
Every 15 minutes, a GitHub Action runs tracker.py. That script:
- Fetches the latest state from
GitHub Search API. - Diffs against
data/items.json(the previous snapshot). - Rewrites the table above between the
<!-- TRACKER_TABLE_* -->markers. - Commits
feat: +N added, -M removed (timestamp)if anything changed.
No external services. No paid APIs. Just a public data source and a free GitHub Action.
See CONTRIBUTING.md — usually you don't need to: the tracker keeps itself current.
If you spot a data-source bug or want to suggest a new column for the table, open
an issue.
If you find this useful, you might also like these other auto-updated trackers from the same maintainer — same mechanism, different upstream:
- trending-claude-skills — What's shipping in Claude Skills this week (
topic:claude-skills) - mcp-servers-live — Live index of newest MCP servers (
topic:mcp-server) - cursor-rules-live — Newest Cursor rules and .cursorrules patterns (
topic:cursor-rules) - claude-code-plugin-tracker — Claude Code plugins and hook configs (
topic:claude-code) - llm-agents-radar — Newest LLM agent frameworks (
topic:llm-agent) - rag-radar — Newest RAG implementations and tools (
topic:rag) - agent-framework-radar — Newest agent frameworks shipping on GitHub (
topic:agent-framework) - vector-db-live — Newest vector DB projects and integrations (
topic:vector-database) - llmops-radar — Newest LLMOps tooling (observability, deployment) (
topic:llmops) - prompt-tools-live — Newest prompt-engineering tools and prompt repos (
topic:prompt-engineering) - agent-eval-harness — Live benchmark of AI coding agents (
topic:llm-eval) - skills-tracker — Tracking new GitHub 'skills' repos (
topic:agent-skills) - awesome-agent-skills — Curated auto-updated awesome-list of AI agent skills (
topic:agent-skills)
MIT — see LICENSE.