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ModelCap

GLM 5.1

All-versions archive #24Arena #36Open weights

Z.ai·z-ai/glm-5.1

GLM 5.1 is a language model published by Z.ai. 18 OpenRouter endpoints are published in the latest snapshot. It accepts text input and returns text. The published context limit is 205K tokens. The catalogue declares support for reasoning, tool use, structured outputs.

ModelCap Index · All-versions archive
82.8#24
Measured · 87% support · score interval 82.8–88.8
Market Gravity
51.0
Secondary market signal

Superseded by GLM 5.2. It no longer holds a current-board position; its all-versions archive rank is #24.

Input
$0.952
per 1M tokens
Output
$2.99
per 1M tokens
Context
205K
tokens
Providers
18
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
Baidufp8Cheapest$0.952$2.99203Kfp8100.0%
StreamLakefp8$0.966$3.04200Kfp8100.0%
Chutesfp8$0.98$3.08203Kfp8
GMICloudfp8$0.98$3.08203Kfp898.43%
Waferfp4$1.00$3.20203Kfp4100.0%
DeepInfrafp4$1.05$3.50203Kfp4100.0%
SiliconFlowfp8$1.19$3.74205Kfp8100.0%
AtlasCloudfp8$1.26$3.96203Kfp8100.0%
Alibabafp8$1.33$4.18203Kfp8100.0%
Phala$1.21$4.20203K
DigitalOcean$0.975$4.30164K99.17%
Crusoefp8$1.20$4.40203Kfp899.16%
Novitafp8$1.38$4.40205Kfp8
Nebiusfp8$1.40$4.40203Kfp8
Parasailfp8$1.40$4.40203Kfp8
Friendli$1.40$4.40203K100.0%
Z.AIfp8$1.40$4.40203Kfp8100.0%
Venicefp8$1.54$4.84200Kfp8

Hugging Face Inference Providers

Exact repository identity

Provider economics and telemetry published by the Hugging Face Router. These are operational signals, not benchmark results.

ProviderInputOutputContextTTFTThroughputFeatures
deepinfra
live
$1.05$3.50203K771 ms45.5 tok/stools · structured
featherless-ai
live
zai-org
live · model author
2836 ms53.3 tok/stools

Reasoning efforts

Best supported result can inform ModelCap

Published Max, X-High, High and other configurations for this model. These are sourced scores, not head-to-head essays.

EffortAgent scoreSource rankSampleSource
Default
GLM 5.1
0.30%
CI -0.51.1%
#243.0M obs
68K sessions
LMArena Agent
Match 100%

Reported evaluation leads (21)

Excluded from score

Structured rows reported in this exact model repository at the pinned revision below. They are useful research leads, but remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
benchflow/skillsbench
skillsbench_v1_1
58.4
Pinned
be2a6ce2cb1f4ff67ce937307cade0c5a0477a13
Reported
Quarantined
actava/chi-bench
chi_bench
18.7
Unpinned
not published
Reported
Quarantined
actava/chi-bench
prior_authorization
18.7
Unpinned
not published
Reported
Quarantined
actava/chi-bench
utilization_management
33.3
Unpinned
not published
Reported
Quarantined
actava/chi-bench
care_management
4
Unpinned
not published
Reported
Quarantined
cais/hle
hle
31
Unpinned
not published
Reported
Quarantined
cais/hle
hle
52.3
Unpinned
not published
Reported
Quarantined
claw-eval/Claw-Eval
general
62.7
Unpinned
not published
Reported
Quarantined
claw-eval/Claw-Eval
multi_turn
60.5
Unpinned
not published
Reported
Quarantined
collinear-ai/yc-bench
medium
1,510,772
Unpinned
not published
Reported
Quarantined
harborframework/terminal-bench-2.0
terminalbench_2
63.5
Unpinned
not published
Reported
Quarantined
harborframework/terminal-bench-2.0
terminalbench_2
69
Unpinned
not published
Reported
Quarantined
Idavidrein/gpqa
diamond
86.2
Unpinned
not published
Reported
Quarantined
IntelligenceLab/Long-Horizon-Terminal-Bench
lhtb
26.7
Unpinned
not published
Reported
Quarantined
internlm/WildClawBench
overall
48.2
Unpinned
not published
Reported
Quarantined
internlm/WildClawBench
avg_time
515
Unpinned
not published
Reported
Quarantined
internlm/WildClawBench
avg_cost
34.8
Unpinned
not published
Reported
Quarantined
InternScience/ResearchClawBench
overall
18.19
Unpinned
not published
Reported
Quarantined
MathArena/aime_2026
MathArena/aime_2026
95.3
Unpinned
not published
Reported
Quarantined
MathArena/hmmt_feb_2026
MathArena/hmmt_feb_2026
82.6
Unpinned
not published
Reported
Quarantined

Showing 20 of 21 rows.

Other versions (5)

ModelCap Index · All-versions archive

Methodology
82.8
Measured · 3 public benchmark observations across 3 boards
All-versions archive
#24
Public rank basis
Measured (measured)
Index support
87.2% · strong
Index interval
82.8–88.8
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Identity binding
Exact catalogue product · z-ai/z-ai/glm-5.1 · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata zai-org/GLM-5.1@26e1bd6e011feb778d25ae34b09b07074139d92d (not the evaluation revision)
Direct benchmark observations
3
Breadth-adjusted BES point estimate
85.8
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
85.8
Evidence status
confirmed · 95% mass
General preference
87.9
Coding
89.5
Agents & tools
48.3
Reasoning
Evidence breadth
97%
Evidence coverage
87%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
28.1
Liquidity (providers × uptime)
97.5
Open reach (HF downloads)
53.2
Surface (context / tools / modalities)
73.5
Freshness
62.8
  • · OpenRouter popularity #60
  • · 18 live providers
  • · HF 30d downloads 73767
  • · Catalogue: context 204800, reasoning, tools
  • · First seen 2026-04-07

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
90.2
strong · 94% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
100.0
Deployability
97.9
Evaluation provenance
76.8

Missing: artifactReproducibility.base-lineage, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
51.0
OpenRouter weekly popularity
#60 of 298

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

Status
Ranked
Source
Arena
Official rank
#36 of 385
Rating
1467.8
95% confidence interval
1464–1472
Votes
37K
Source snapshot
6 Aug 2026, 13:00 UTC
Category
overall
Identity match confidence
100%

Market Gravity breakdown

Usage55%
28.1

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
97.5

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
53.2

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
62.8

Time since first public availability, on a six-month half-life.

Specification

Context window
205K tokens
Max output
131K tokens
Inputs
Text
Outputs
Text
Tokenizer
Other
Cached input tokens
$0.177 / 1M
First seen on OpenRouter
7 Apr 2026

Capabilities

  • Supported: Reasoning
  • Supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Not supported: Moderated

Weights & access

Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.

Access
Open weights
Licence
mit
Pinned revision
26e1bd6e011f
Parameters
753.9B
Architecture
GlmMoeDsaForCausalLM
Model type
glm_moe_dsa
Hugging Face downloads (30d)
74K
Downloads (all time)
625K
Likes
2K
Repository
zai-org/GLM-5.1
Repository updated
13 May 2026, 08:10 UTC